Let
Φ be a super-operator, i.e., a linear mapping of the form
Φ:L(F)→L(G) for finite dimensional Hilbert spaces
F and
G. This paper considers basic properties of the super-operator norms defined by
∥Φ∥q→p=sup{∥Φ(X)∥p/∥X∥q:X=0}, induced by Schatten norms for
1≤p,q≤∞. These super-operator norms arise in various contexts in the study of quantum information. In this paper it is proved that if
Φ is completely positive, the value of the supremum in the definition of
∥Φ∥q→p is achieved by a positive semidefinite operator
X, answering a question recently posed by King and Ruskai~\cite{KingR04}. However, for any choice of
p∈[1,∞], there exists a super-operator
Φ that is the {\em difference} of two completely positive, trace-preserving super-operators such that all Hermitian
X fail to achieve the supremum in the definition of
∥Φ∥1→p. Also considered are the properties of the above norms for super-operators tensored with the identity super-operator. In particular, it is proved that for all
p≥2,
q≤2, and arbitrary
Φ, the norm
∥Φ∥q→p is stable under tensoring
Φ with the identity super-operator, meaning that
∥Φ∥q→p=∥Φ⊗I∥q→p. For
1≤p<2, the norm
∥Φ∥1→p may fail to be stable with respect to tensoring
Φ with the identity super-operator as just described, but
∥Φ⊗I∥1→p is stable in this sense for
I the identity super-operator on
L(H) for $\op{dim}(\mathcal{H}) = \op{dim}(\mathcal{F})$. This generalizes and simplifies a proof due to Kitaev \cite{Kitaev97} that established this fact for the case
p=1.
King and Ruskai asked whether the
p→q norm of a completely positive map
Φ, acting between Schatten
p and
q classes of self-adjoint operators,
∣∣Φ∣∣p→q=maxA=A∗∣∣A∣∣p∣∣Φ(A)∣∣q, is equal to the
p→q norm of that map when acting between Schatten classes of general, not necessarily self-adjoint, operators. The first proof has been given by Watrous. We give an alternative proof of this statement.
We define 2-indexed
(q,p)-Schatten quasi-norms for any
q,p>0 on operators on a tensor product of Hilbert spaces, naturally extending the norms defined by Pisier's theory of operator-valued Schatten spaces. We establish several desirable properties of these quasi-norms, such as relational consistency and the behavior on block diagonal operators, assuming that
∣q1−p1∣≤1. In fact, we show that this condition is essentially necessary for natural properties to hold. Furthermore, for linear maps between spaces of such quasi-norms, we introduce completely bounded quasi-norms and co-quasi-norms. We prove that the
q→p completely bounded co-quasi-norm is super-multiplicative for tensor products of quantum channels for
q≥p>0, extending an influential result of [Devetak, Junge, King, Ruskai, 2006]. Our proofs rely on elementary matrix analysis and operator convexity tools and do not require operator space theory. On the applications side, we demonstrate that these quasi-norms can be used to express relevant quantum information measures such as Rényi conditional entropies for
α≥21 or the Sandwiched Rényi Umlaut information for
α<1. Our multiplicativity results imply a tensorizing notion of reverse hypercontractivity, additivity of the completely bounded minimum output Rényi-
α-entropy for
α≥21 extending another important result of [Devetak, Junge, King, Ruskai, 2006], and additivity of the maximum output Rényi-
α entropy for
α≥21.
Sub- and super-fidelity describe respectively the lower and super bound of fidelity of quantum states. In this paper, we obtain several properties of sub- and super-fidelity for both finite- and infinite-dimensional quantum systems. Furthermore, let H be a separable complex Hilbert space and ϕ : 𝒮(H) → 𝒮(H) a map, where 𝒮(H) denotes the convex set of all states on H. We show that, if dim H < ∞, or, if dim H = ∞ and ϕ is surjective, then the following statements are equivalent: (1) ϕ preserves the super-fidelity; (2) ϕ preserves the fidelity; (3) ϕ preserves the sub-fidelity; (4) there exists a unitary or an anti-unitary operator U on H such that ϕ(ρ) = UρU† for all ρ ∈ 𝒮(H).